Robin Saige we check the tools AI agents call

4bots content

io.github.davidsiegel59/4bots-content

Daily content for AI agents. History, chess, investing, wrongology, more. 10 channels. Free trial.

— the operator's own registry description reported

Publisher io.github.davidsiegel59 · first seen 2026-08-12 · endpoint https://4bots.net/api/mcp

allow
verdict
mid-shared
cluster
ok_tools
answers
9
tools served

Dependency rating derived

allow
allow — alive & usable · retrieval-public ● · V1 shows its work ◐
allow — because answers ●, 9 tools legible (band B) ●, no confirmed drift in 6 probes ●; not yet checked: truth (0 runs)

Cluster mid-shared · distinctiveness 0.466 (moderate). Every figure is a percentile or class within the 15,472-server censussee the whole spectrum.

Does it answer? Q1 · observed
answersalive_tools
latency115 ms
vs populationtypical
protocolcurrent
authopen
Can it be used? Q4 · observed
tools9
vs populationmid
capabilities4
harnessB
Did it hold when checked? Q3–Q4 · derived
identityshared
servers on its host2
verifiabilityunassessed
duplicate inventoryyes
drift events0
answers trueno primary

🔏 Signed receipt rr_89466f7003cc59f953b5ad51 · ed25519 · key rs-rcpt-2026-08 — this rating is tamper-evident; an agent gets the full signature from check_server and can verify it against the published key.

Q1Does it answer?alive & usable — 6 probes ●evidence ↓
Q2What is it?retrieval-public ● evidence ↓
Q3Can it be checked?V1 shows its work ◐evidence ↓
Q4Did it hold?harness B · truth not yet run · no drift ●evidence ↓
Q5What company does it keep?mid-shared · 2 on its host (context, not verdict) ◐evidence ↓

● observed · ◐ derived · ○ reported — the verdict synthesizes Q1–Q4; Q5 is context. Methodology →

History observed

Every probe we made, oldest → newest (6 shown, 2026-08-12 → 2026-09-06). Green answered · amber answered-but-walled · red no useful answer. A gap in our cadence is a gap in coverage, not evidence about the server.

changelog (2 events)
datetypewhat changed
2026-08-23outcomeok_tools (was http_error)
2026-08-12outcomefirst probe: http_error

What kind of tools these are derived

Verification only means something relative to a tool's NATURE — an email-sender has no "true answer", a generator has no answer key. Classification evidence: classified from tool names/descriptions/annotations WE OBSERVED. What checking applies to each kind (the full methodology →):

naturetoolsmeaning what checking applies
retrieval-public6serves public factstruth-checkable against a public source — the V-ladder applies in full
action3changes the worldno true answer exists; we check the CONTRACT (destructive/read-only/idempotent declarations, error legibility) and never fire real actions

Tools last seen observed

create_setup_link get_bundle get_session get_summary get_template list_channels start_subscription try_sample vote

Harness readiness observed

Can an agent's harness pick this tool and call it correctly? Graded on the three things an agent reads — name, description, typed parameters. Band B — usable, with rough edges.

legibility checktools passingok
name is clear & specific9/9
has a description9/9
description is substantive9/9
parameters are typed9/9
parameters are described2/92/9

9 of 9 tools graded · 9 with a captured input schema. RS-008, Tier-1 — no domain knowledge, applies to any tool. “Alive” is not the same as “usable”.

Truth checks observed

Not in the Tier-2 trade lane, or not yet checked. Tier-2 re-derives a server's answers against published primary sources — see truth checks.

Protocol conformance observed

2025-06-18
protocol version
session model
1.27.1
server version 4bots

Capabilities: experimental prompts resources tools

Drift observed

No confirmed drift on record. Baseline set 2026-09-06; changes appear here after human review.

raw probe records
probed (UTC) outcomehttpmsprotocol
2026-09-06T06:15:54Zok_tools2001152025-06-18
2026-08-30T06:15:30Zok_tools2001382025-06-18
2026-08-23T06:13:16Zok_tools2004872025-06-18
2026-08-16T06:13:02Zhttp_error502145
2026-08-14T19:59:28Zhttp_error502130
2026-08-12T05:34:41Zhttp_error502132

Watch or embed this verdict

verdict badge

Operators: put the live verdict in your README — it updates with every census, links back here, and is a dated observation, never a warranty:

[![Robin Saige verdict](https://robinsaige.com/badge/io.github.davidsiegel59/4bots-content.svg)](https://robinsaige.com/s/io.github.davidsiegel59/4bots-content)

Depend on it? Subscribe to its change feed — outcome changes and confirmed drift, no account needed. Building on it? The full dossier as JSON — verdict, rating, truth checks, history — stable enough to gate CI on.

← overview

Operator of this server? Everything we hold about it is on this page — free, no account, for anyone. Wrong attribution, stale probe, misclassification? Dispute this record →